A technical deep dive into LangGraph's internals, exploring how its core Pregel machine unifies graphs, ReAct agents, and deep agents through different configurations. The author examines the foundational concepts of Runnables, Channels, and Reducers by analyzing source code and running offline experiments with pinned library versions.